{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# numpy数组创建习题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 1. 按要求补全代码，创建一个全0一个全1的数组](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#9uKxU7GBRL7PWSt6QiQxBp) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "x0 shape :(2, 5)\n",
      "x0 content :\n",
      "[[0 0 0 0 0]\n",
      " [0 0 0 0 0]]\n",
      "x1 shape :(5, 2)\n",
      "x1 content :\n",
      "[[1 1]\n",
      " [1 1]\n",
      " [1 1]\n",
      " [1 1]\n",
      " [1 1]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 引入numpy数组\n",
    "import numpy as np\n",
    "# 构建 2行 5列 整型 numpy 全1数组 x0\n",
    "# TODO\n",
    "x0=np.zeros((2,5),dtype=int)\n",
    "# 构建 5行 2列 整型 numpy 全0数组 x1\n",
    "# TODO\n",
    "x1=np.ones((5,2),dtype=int)\n",
    "# 构建结果多行字符串\n",
    "# 针对x0,x1打印其结构和完整内容\n",
    "# TODO\n",
    "result=f'''\n",
    "x0 shape :{x0.shape}\n",
    "x0 content :\n",
    "{x0}\n",
    "x1 shape :{x1.shape}\n",
    "x1 content :\n",
    "{x1}\n",
    "'''\n",
    "# 打印字符串内容\n",
    "# TODO\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "手动创建全零全1数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "x0 shape :(2, 5)\n",
      "x0 content :\n",
      "[[0 0 0 0 0]\n",
      " [0 0 0 0 0]]\n",
      "x1 shape :(5, 2)\n",
      "x1 content :\n",
      "[[1 1]\n",
      " [1 1]\n",
      " [1 2]\n",
      " [1 1]\n",
      " [1 1]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "# 构建 2行 5列 整型 numpy 全1数组 x0\n",
    "# TODO\n",
    "x0=[\n",
    "    [0,0,0,0,0],\n",
    "    [0,0,0,0,0]\n",
    "]\n",
    "x0=np.array(x0)\n",
    "# 构建 5行 2列 整型 numpy 全0数组 x1\n",
    "# TODO\n",
    "x1=[\n",
    "    [1,1],\n",
    "    [1,1],\n",
    "    [1,2],\n",
    "    [1,1],\n",
    "    [1,1],\n",
    "]\n",
    "x1=np.array(x1)\n",
    "# 构建结果多行字符串\n",
    "# 针对x0,x1打印其结构和完整内容\n",
    "# TODO\n",
    "result=f'''\n",
    "x0 shape :{x0.shape}\n",
    "x0 content :\n",
    "{x0}\n",
    "x1 shape :{x1.shape}\n",
    "x1 content :\n",
    "{x1}\n",
    "'''\n",
    "# 打印字符串内容\n",
    "# TODO\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### [Numpy数组创建: 2. 构建对角线矩阵并绘制出其对应的图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#3oRvXdVsrXPkTGvRAiYcFs) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "# TODO\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 构建一个 100*100 的对角线为1其余为0的numpy数组\n",
    "# TODO\n",
    "x=np.eye(100)\n",
    "# 用plt绘制x对应的图像, 色彩模式为: 灰白，并显示出来\n",
    "# TODO\n",
    "plt.imshow(x, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### [Numpy数组创建: 3. 绘制等差数列对应图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#q8mJrLJQ8Qs9obuB4EpctU) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "   [  0   5  10  15  20  25  30  35  40  45  50  55  60  65  70  75  80  85\n",
      "  90  95 100 105 110 115 120 125 130 135 140 145 150 155 160 165 170 175\n",
      " 180 185 190 195 200 205 210 215 220 225 230 235 240 245 250 255]\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAAdCAYAAAA3mG+VAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAA1ElEQVR4nO3cOw7CMBQAwRgluf+NzRGwEGCknamt5/yKlYuMOec8AICsx+4LAAD2EgMAECcGACBODABAnBgAgDgxAABxYgAA4sQAAMSdqwvHGEvrruv6yJrKrPN8/Qru+16a9et73LFn4bn+66wdexZmrXyrx7H2vXrfZr3LyQAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFiAADixAAAxC3/gXDO+c3rAAA2cTIAAHFiAADixAAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFP5IIKNza7zIcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "# TODO\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 生成等差数列numpy数组，0≤范围≤255，步长: 5\n",
    "# 打印数组内容\n",
    "# TODO\n",
    "x=np.arange(0,256,5)\n",
    "# 用plt绘制x对应的图像\n",
    "# 注意: x 为一维列表无法显示成图像,所以要把x转化为一个二维列表: [x]即可\n",
    "# TODO\n",
    "result=f'''\n",
    "   {x}\n",
    "'''\n",
    "print(result)\n",
    "plt.imshow([x],vmin=0,vmax=255,cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 4. 绘制两种随机量对应的折线图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#sbEzwddvqqELZExFom79p2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "# TODO\n",
    "from numpy.random import randint\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 生成[0,50]范围内100个数字\n",
    "# TODO\n",
    "x=randint(0,50,100)\n",
    "# 生成100个标准正态分布的随机数数组\n",
    "# TODO\n",
    "y=np.random.randn(100)\n",
    "# 生成100个[0, 1)区间内的均匀分布的随机数\n",
    "# TODO\n",
    "z=np.random.rand(100)\n",
    "# 把两个随机数叠加绘制出来\n",
    "# TODO\n",
    "plt.plot(y)\n",
    "plt.plot(z)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 5. 绘制随机噪点图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#biU9r2mwmG77qYsHs1MUeE) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "# TODO\n",
    "import numpy as np\n",
    "from numpy.random import randint\n",
    "import matplotlib.pyplot as plt\n",
    "# 绘制100*100的随机整数numpy数组\n",
    "# 每一个整数的范围是: [0,255]\n",
    "# TODO\n",
    "x=randint(0,256,size=(100,100))\n",
    "# 显示出来\n",
    "# TODO\n",
    "plt.imshow(x,cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 6. 给局部狗图添加噪音](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#gQZCXSkJ2SkxYtC8zuEeom) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import random\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 用opencv读取 dog.jpg 的灰度图形式\n",
    "img = cv2.imread(\"dog.jpg\", cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "# 截取图像的 高[500,1100) 宽[100:600)部分\n",
    "crop_img = img[500:1100,100:600]\n",
    "\n",
    "# 获取图像的高度->h, 和宽度->w\n",
    "h, w = crop_img.shape[:2]\n",
    "\n",
    "# 生成高h宽w的正太分布随机值数组，并把每一个值都放大20倍 -> 生成噪音数组 noise\n",
    "random_array = np.random.randn(h, w)\n",
    "noise = random_array * 20\n",
    "\n",
    "# 把原图 + 噪音 生成混合噪音图\n",
    "mixed_img = crop_img + noise\n",
    "\n",
    "# 显示出来\n",
    "plt.imshow(mixed_img, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
